{"id":"W4394773899","doi":"10.29327/1390041.3-87","title":"Diagnóstico e manejo do Carcinoma Hepatocelular","year":2024,"lang":"pt","type":"article","venue":"","topic":"Biological Research and Disease Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cytodiagnostics (Canada)","funders":"","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002340054,0.0003574881,0.0002736095,0.00007035719,0.0001654256,0.0002378364,0.0003114431,0.0003492651,0.001408956],"category_scores_gemma":[0.0003966664,0.0002594144,0.0003497961,0.0002079611,0.0003029121,0.000004668371,0.0006062585,0.0002604311,0.000953486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003215895,"about_ca_system_score_gemma":0.0002567401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000451683,"about_ca_topic_score_gemma":0.00002134773,"domain_scores_codex":[0.9976391,0.0001245439,0.0002729305,0.0009015797,0.0002836192,0.0007782524],"domain_scores_gemma":[0.9988368,0.00008168859,0.0000207903,0.000469919,0.0001127561,0.0004780928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009043493,0.0008244962,0.0786847,0.002398144,0.0019037,0.003047929,0.0002333522,0.000005802598,0.1297378,0.02243217,0.6774379,0.08238965],"study_design_scores_gemma":[0.0009621397,0.002649342,0.01949196,0.0002255901,0.0002810567,0.00005999671,0.0008786795,0.00172221,0.04635013,0.001837459,0.9241349,0.001406507],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5500775,0.387104,0.001636031,0.003010992,0.001014362,0.0006950476,0.0004724486,0.0001242066,0.05586546],"genre_scores_gemma":[0.9698092,0.008332407,0.00004961795,0.0004816393,0.0007473536,0.00006701244,0.0001615252,0.00003381389,0.02031748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4197317,"threshold_uncertainty_score":0.9999858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02114285282296903,"score_gpt":0.2963185482735921,"score_spread":0.275175695450623,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}